R Notebook
df <- read.csv("C:\\Users\\Utilisateur\\Downloads\\features_1024tanh.csv")
head(df)NA
NAresultats_acp <- PCA(df[, 2:1025], ncp=200, scale.unit = TRUE)
Avis : Missing values are imputed by the mean of the variable: you should use the imputePCA function of the missMDA package
premieres_variables_principales
Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 Dim.7 Dim.8
X0 -0.478688071 -0.071498576 -0.2192839170 -0.2082560265 2.260451e-01 0.0807797519 0.2034897482 0.0546503784
X1 0.385388296 0.076029742 0.3376044881 -0.1797232012 -5.425890e-02 0.1656021804 -0.0383672588 0.0772658217
X2 -0.596620088 0.015304984 -0.1731592895 0.2292930519 -1.550284e-01 -0.0859176266 -0.1281241404 0.0649270042
X3 0.159076808 -0.156585118 0.1237855601 -0.1440279277 -1.668241e-01 -0.0921645015 0.2814427398 -0.0698485310
X4 -0.582118812 -0.448727593 0.3398873463 -0.0167282147 -1.503827e-01 0.0108289562 0.0064466509 -0.0284286964
Dim.9 Dim.10 Dim.11 Dim.12 Dim.13 Dim.14 Dim.15 Dim.16
X0 -0.0494648065 -2.008937e-01 -3.268505e-01 2.260837e-01 -0.1921725098 1.519139e-01 0.1037928801 -0.0698903087
X1 -0.2362264349 1.600855e-01 -4.274077e-03 -1.590291e-01 -0.1136373425 1.593802e-02 -0.1269709511 0.1378473911
X2 0.2013893947 -6.544017e-03 -7.453903e-02 6.528005e-02 0.0048559709 2.762653e-02 -0.0018019234 0.0185071537
X3 0.0904798399 -2.094175e-01 2.492847e-02 5.801670e-02 0.1489731082 -8.276104e-02 0.1882496623 -0.1014524062
X4 -0.2197274231 7.431863e-02 2.790340e-01 -4.402636e-02 0.0347796734 3.283478e-02 -0.0564429136 -0.1307429615
Dim.17 Dim.18 Dim.19 Dim.20 Dim.21 Dim.22 Dim.23 Dim.24
X0 -1.501925e-03 -2.349610e-03 4.976412e-05 0.0190735889 -2.949274e-02 -0.0936340261 1.306069e-01 1.450430e-01
X1 -1.193957e-01 -1.019104e-01 -4.608338e-02 -0.1002572956 1.848636e-01 -0.1877345951 3.979920e-02 1.208190e-01
X2 -9.110514e-03 -7.989980e-02 1.114364e-01 -0.2269874441 1.730457e-01 0.0485517739 1.277879e-02 -1.793031e-01
X3 -8.894017e-02 1.883188e-02 1.142838e-01 0.0472559023 -7.103335e-02 -0.0452717483 -3.906051e-03 -1.816738e-01
X4 9.344255e-02 5.862815e-03 7.499966e-04 -0.1931315448 2.676468e-02 -0.0373945385 7.214621e-02 -1.069792e-02
Dim.25 Dim.26 Dim.27 Dim.28 Dim.29 Dim.30 Dim.31 Dim.32
X0 0.0091317619 0.1264660507 8.104070e-02 3.246311e-02 0.1309540002 -0.0934224559 -1.215069e-01 -0.0823236292
X1 -0.0062015165 -0.0288175088 -2.031741e-02 5.664033e-02 0.0312621316 -0.0884618930 1.355898e-01 0.1932125850
X2 -0.1461322658 -0.0587384652 1.881596e-01 -9.133470e-02 -0.0263294762 -0.0313767075 -5.663553e-02 0.0777091637
X3 -0.0232880561 -0.2471095330 1.044299e-01 4.744399e-02 -0.0901287579 -0.1323550648 7.711768e-02 -0.1174593048
X4 0.0457538677 -0.0106380339 -3.918686e-02 4.868239e-03 0.0175372288 0.0213716940 4.010703e-02 0.0752128363
Dim.33 Dim.34 Dim.35 Dim.36 Dim.37 Dim.38 Dim.39 Dim.40
X0 -3.303266e-02 9.460459e-02 1.842895e-04 0.0322516273 -0.0922331160 -0.0711491208 0.0694015064 -3.442534e-02
X1 -8.515912e-02 4.346062e-02 -1.093177e-02 -0.0198140720 -0.0692992532 -0.0759563841 0.0419356567 -4.723094e-02
X2 4.415341e-03 5.681806e-02 -7.897336e-02 -0.1211096154 -0.0369563452 0.0236463840 0.0020869898 -9.316869e-02
X3 1.159453e-01 -1.965635e-01 -5.755923e-02 -0.1343665952 0.0037084991 0.0601491830 0.0736964855 1.121575e-01
X4 -1.587010e-02 7.200085e-02 -5.122043e-02 -0.0188821369 -0.0767627384 -0.0509752681 0.0078003359 3.778723e-02
Dim.41 Dim.42 Dim.43 Dim.44 Dim.45 Dim.46 Dim.47 Dim.48
X0 -4.008942e-03 -5.815537e-02 -6.064102e-02 0.1421526465 -1.013349e-02 0.0795529106 -4.069973e-02 0.0221191485
X1 -1.193857e-01 -1.270256e-02 -1.072071e-01 0.0052130332 3.180446e-02 -0.0445363940 1.015691e-01 -0.0011814553
X2 4.986890e-04 -1.109752e-01 -7.088250e-02 -0.1073344153 -7.995406e-02 0.0728009779 4.336778e-02 -0.0059242830
X3 4.200658e-02 2.825454e-02 -1.352760e-01 0.0681987850 -1.342702e-01 -0.0802092421 6.863291e-02 0.0557034405
X4 -6.974337e-02 3.068980e-02 -2.019660e-02 -0.0390507189 -1.762383e-02 0.0162093430 -2.689483e-03 0.0491874873
Dim.49 Dim.50 Dim.51 Dim.52 Dim.53 Dim.54 Dim.55 Dim.56
X0 -7.896791e-03 4.546378e-02 -0.0459087921 -0.0419959002 -0.1165749997 -6.746741e-03 -1.207542e-01 -1.024493e-03
X1 -6.943583e-02 3.860619e-02 -0.0111385688 0.0043395131 -0.1115073570 -4.186508e-02 -3.627443e-02 -1.548096e-01
X2 -8.464761e-02 -1.505232e-01 -0.0735989119 -0.0875241244 0.0196949119 9.803753e-03 2.062177e-02 7.853102e-02
X3 1.395167e-02 -1.489770e-01 -0.0264185077 -0.1015958569 -0.1676576989 2.317305e-02 -3.540491e-02 -1.836910e-05
X4 2.880410e-02 -1.736334e-02 -0.0537034072 -0.0020435233 -0.0314904576 -1.949822e-02 1.138051e-02 -1.295130e-02
Dim.57 Dim.58 Dim.59 Dim.60 Dim.61 Dim.62 Dim.63 Dim.64
X0 -1.035126e-02 -0.0406209895 1.789163e-02 -9.270347e-03 4.729351e-02 -2.359856e-02 -0.0053399957 -0.0981558644
X1 -2.603607e-03 0.0358358819 -1.164214e-01 -1.330776e-02 1.154419e-03 -1.809837e-02 -0.0927409002 -0.0448220628
X2 -3.264848e-02 -0.0083052658 -6.480306e-02 -1.490777e-02 6.711976e-02 5.409611e-04 -0.0473560376 -0.0329005346
X3 1.983811e-01 0.0217369060 8.778410e-02 -1.634589e-02 1.101007e-01 -9.878290e-02 0.1126973143 0.0819002439
X4 5.010753e-02 0.0265256739 -2.143448e-02 3.479413e-02 1.780786e-02 -9.895907e-02 0.0008296130 -0.0379646276
Dim.65 Dim.66 Dim.67 Dim.68 Dim.69 Dim.70 Dim.71 Dim.72
X0 -6.023160e-02 -0.0061136025 1.334395e-02 -3.690843e-02 -2.623375e-02 -2.245454e-02 0.0174527512 -0.0291660549
X1 1.326026e-01 0.0828386399 -1.039577e-01 6.081607e-02 2.069829e-02 3.283341e-02 0.1547211547 0.0974340049
X2 3.010931e-03 -0.0214651194 -3.500828e-02 2.575979e-02 -2.589539e-02 2.973956e-02 -0.0041534634 -0.0333301247
X3 1.158152e-01 0.0386877968 -4.262157e-02 -6.616330e-02 -5.773630e-02 1.798349e-02 -0.0634154003 0.0364873356
X4 2.219685e-02 -0.0257758083 -4.353351e-02 -6.015660e-03 1.767920e-04 -2.225666e-03 0.0309260458 0.0115700695
Dim.73 Dim.74 Dim.75 Dim.76 Dim.77 Dim.78 Dim.79 Dim.80
X0 1.427795e-02 0.0182696397 1.707685e-03 2.417307e-02 5.063810e-02 8.176434e-03 3.183602e-02 3.776513e-02
X1 5.409106e-02 -0.0373904411 -4.478672e-02 8.947120e-03 4.821879e-02 -8.457805e-02 -4.542745e-02 1.000606e-02
X2 5.821765e-02 -0.0136122901 -5.962363e-03 4.854523e-02 -4.334841e-02 -5.377682e-02 4.187368e-02 -2.573986e-02
X3 8.616886e-02 -0.0358107331 -4.783934e-02 1.661003e-02 1.484971e-03 5.076217e-02 -1.140903e-01 2.895042e-02
X4 -2.813491e-02 -0.0066855960 -3.054276e-02 3.544638e-02 5.835880e-03 4.147756e-02 -1.701361e-03 4.267085e-02
Dim.81 Dim.82 Dim.83 Dim.84 Dim.85 Dim.86 Dim.87 Dim.88
X0 -1.634990e-02 -1.233119e-02 0.0549458681 5.040672e-02 1.275281e-02 1.718208e-03 -3.269137e-02 -1.899854e-02
X1 2.268942e-02 4.491549e-02 0.0593836368 -1.066902e-02 1.504543e-02 -2.653502e-02 1.355840e-02 2.876134e-02
X2 -2.167816e-02 -2.367363e-02 0.0662733469 3.965428e-03 4.381348e-02 -1.954704e-02 -2.159469e-02 1.768122e-02
X3 1.420072e-02 6.317151e-02 0.0189051980 1.512035e-01 3.465871e-03 -5.071989e-02 -2.286904e-02 8.940667e-02
X4 -2.321277e-03 -1.550188e-02 -0.0107496510 -5.284814e-03 7.947999e-03 5.078301e-02 -4.344364e-02 -1.940000e-02
Dim.89 Dim.90 Dim.91 Dim.92 Dim.93 Dim.94 Dim.95 Dim.96
X0 2.569033e-02 1.034246e-02 -1.173540e-02 1.884469e-02 9.794659e-03 0.0323850525 5.182956e-03 2.158330e-02
X1 4.567514e-02 -5.777921e-02 7.427708e-02 8.463230e-03 1.185889e-02 -0.0102590184 -3.033406e-02 1.837329e-02
X2 -7.890822e-03 7.953847e-02 4.515099e-02 4.682562e-02 2.419193e-02 0.0041083660 7.326287e-02 -2.687380e-02
X3 3.857275e-02 2.664839e-02 1.043051e-02 -6.512826e-03 -4.116934e-02 -0.0665140729 1.697461e-02 -1.839529e-02
X4 -2.947699e-02 -7.420769e-03 2.207517e-03 -6.128551e-05 2.561001e-02 0.0014799140 8.371844e-03 8.628872e-03
Dim.97 Dim.98 Dim.99 Dim.100 Dim.101 Dim.102 Dim.103 Dim.104
X0 3.515693e-02 -5.798508e-02 -1.224129e-02 3.079965e-02 -1.500065e-02 -2.525608e-02 1.521408e-02 -2.549765e-03
X1 -1.656223e-02 2.137111e-02 -2.462178e-02 -3.641618e-02 1.035249e-01 3.485074e-02 -2.036972e-02 5.984687e-03
X2 7.249883e-02 -4.453352e-04 3.491412e-03 5.384311e-02 -1.987985e-02 -2.885331e-02 4.734925e-02 -2.033290e-02
X3 4.747271e-03 -5.453248e-02 6.602716e-03 -4.226622e-02 4.190497e-02 2.054172e-02 8.768979e-03 1.694779e-02
X4 -7.182754e-03 3.548611e-02 -8.620022e-03 9.739049e-03 1.217802e-02 -8.529890e-03 1.298355e-02 3.266012e-02
Dim.105 Dim.106 Dim.107 Dim.108 Dim.109 Dim.110 Dim.111 Dim.112
X0 3.485151e-02 1.646445e-02 -1.671256e-02 0.0063816356 4.026661e-02 1.971243e-02 2.659828e-02 -1.734126e-02
X1 1.273470e-02 -4.754969e-04 -4.446984e-02 -0.0022282554 8.101109e-03 1.752007e-02 2.298062e-03 -2.478607e-02
X2 -5.604792e-02 1.462906e-02 -1.331849e-02 -0.0055309461 1.197629e-02 1.325410e-02 -4.862463e-02 -2.854675e-02
X3 -5.125395e-03 3.282215e-02 2.334368e-02 -0.0043055923 -1.190559e-02 -4.822714e-02 -1.948371e-02 6.698337e-02
X4 -2.091405e-02 1.940058e-02 1.218032e-02 -0.0286074245 -1.673510e-02 1.576744e-02 -1.146441e-02 3.585340e-02
Dim.113 Dim.114 Dim.115 Dim.116 Dim.117 Dim.118 Dim.119 Dim.120
X0 -7.327266e-03 5.510175e-02 3.672381e-03 0.0336620101 9.708872e-03 2.610862e-02 -1.233314e-02 1.206012e-02
X1 -3.174405e-02 -1.143675e-02 1.577826e-02 0.0263754996 8.735275e-03 1.396915e-02 -5.927358e-02 -2.549484e-02
X2 5.676750e-02 1.605806e-02 1.391968e-02 -0.0358982496 -1.014702e-02 -1.024967e-03 5.211162e-02 1.479427e-02
X3 -5.032492e-02 1.102095e-02 -1.342071e-02 0.0000541832 -1.550326e-02 4.138765e-02 -5.979512e-02 -2.188787e-04
X4 2.596088e-02 -3.363381e-02 -2.228451e-02 -0.0278829677 -2.736785e-03 -1.368195e-02 5.836222e-03 -1.000782e-02
Dim.121 Dim.122 Dim.123 Dim.124 Dim.125 Dim.126 Dim.127 Dim.128
X0 -1.079417e-02 -9.265872e-03 -7.784382e-03 -2.510112e-03 1.036688e-03 1.374776e-02 -2.373175e-02 5.621200e-03
X1 -1.910884e-02 3.108073e-02 -8.786721e-03 1.694569e-03 -1.190981e-02 -5.155380e-02 -2.312670e-02 1.323360e-02
X2 -4.450953e-03 -2.776372e-03 -7.996041e-03 -7.982247e-02 -2.590544e-03 -3.802176e-02 3.099333e-02 8.360168e-03
X3 -1.157214e-02 -1.199110e-02 -1.479476e-02 3.735069e-02 4.507058e-03 2.117823e-02 4.655180e-02 -2.434450e-02
X4 -2.267981e-02 -5.480022e-03 2.336644e-02 -1.372600e-02 -8.359428e-03 2.219615e-03 -4.279689e-02 1.379051e-04
Dim.129 Dim.130 Dim.131 Dim.132 Dim.133 Dim.134 Dim.135 Dim.136
X0 -4.797635e-03 -1.084641e-02 -2.209152e-02 -1.962221e-02 1.694923e-02 -3.305189e-03 4.751800e-03 1.428746e-02
X1 5.207878e-03 -2.402923e-02 -2.088856e-02 2.195919e-02 -1.544627e-02 1.995777e-02 -5.568214e-03 -1.325158e-02
X2 -3.091428e-03 1.894560e-02 -2.395739e-02 -3.878305e-03 3.083216e-02 -2.124087e-03 -4.450041e-03 2.348703e-02
X3 3.221029e-02 -1.532485e-02 -1.191760e-03 3.600615e-02 -3.476451e-02 2.403368e-02 -2.863417e-02 -4.471394e-03
X4 1.047921e-02 2.474207e-02 1.582545e-02 -6.565536e-03 -2.283105e-02 1.084887e-02 -1.851767e-03 -3.022717e-02
Dim.137 Dim.138 Dim.139 Dim.140 Dim.141 Dim.142 Dim.143 Dim.144
X0 -4.031141e-03 -8.270633e-04 9.006277e-03 1.381089e-02 -8.550001e-03 6.239981e-03 -2.810151e-02 0.0088428287
X1 -3.054680e-02 3.082857e-02 -2.756689e-02 -5.932679e-02 5.876405e-03 1.789354e-02 2.494851e-02 -0.0187104969
X2 2.702420e-02 1.528929e-03 -2.531657e-03 -2.994636e-03 1.337328e-02 3.232644e-04 -5.471278e-03 -0.0312274001
X3 1.530086e-02 9.012882e-03 -2.028665e-02 1.062886e-02 4.580309e-03 6.196296e-02 2.969951e-02 -0.0063182993
X4 -1.189310e-02 -3.337609e-03 1.402848e-02 1.277502e-03 9.457985e-03 2.451955e-03 1.482905e-02 0.0035381966
Dim.145 Dim.146 Dim.147 Dim.148 Dim.149 Dim.150 Dim.151 Dim.152
X0 -1.243371e-02 -1.933529e-02 9.887467e-03 -1.935437e-02 -3.616189e-02 -3.161759e-03 3.400122e-02 -2.016797e-02
X1 4.712007e-02 4.010557e-04 1.114639e-02 -3.316520e-02 -8.146723e-03 -2.194643e-02 -1.038259e-02 -2.600053e-02
X2 1.646800e-02 1.141997e-02 1.199733e-02 4.092366e-03 6.787769e-03 1.212997e-02 1.505580e-02 -1.618074e-02
X3 -1.089640e-04 -1.267077e-02 -1.912639e-02 1.083983e-02 -1.585081e-02 4.461848e-02 1.486786e-02 4.605655e-03
X4 2.164339e-02 2.201003e-03 -5.462392e-03 1.143735e-02 -1.686119e-03 7.818008e-05 -7.972633e-03 2.129980e-03
Dim.153 Dim.154 Dim.155 Dim.156 Dim.157 Dim.158 Dim.159 Dim.160
X0 1.492962e-02 -2.292973e-02 1.058996e-02 3.174722e-03 1.690441e-02 -1.952339e-02 -4.571418e-03 7.174537e-03
X1 -3.014007e-02 -3.004144e-02 9.782714e-03 -1.934070e-02 -6.673372e-04 3.376193e-02 -2.317854e-02 -1.113136e-02
X2 -4.057102e-02 9.459999e-03 6.867135e-03 1.676789e-02 -2.815470e-02 -5.487451e-03 -1.725882e-02 1.030248e-02
X3 4.534784e-02 -2.172123e-02 2.613066e-02 -2.836975e-02 5.582274e-02 -1.396434e-03 -7.864355e-03 1.227398e-02
X4 2.481778e-03 -6.037145e-03 1.453352e-03 2.704693e-03 1.098179e-03 -5.767226e-03 -2.643938e-02 4.917499e-03
Dim.161 Dim.162 Dim.163 Dim.164 Dim.165 Dim.166 Dim.167 Dim.168
X0 2.555287e-03 1.433103e-02 -1.913211e-04 1.335573e-02 -1.851913e-02 -1.770925e-02 1.086505e-02 -1.236905e-02
X1 -2.109408e-02 1.935146e-02 2.078917e-02 1.656565e-02 -8.143383e-03 -4.607288e-03 -1.280335e-02 -1.665580e-02
X2 -2.871027e-02 2.909125e-02 2.168741e-02 -8.139281e-04 -6.702788e-03 -7.935010e-04 -1.263914e-02 1.310103e-02
X3 7.028780e-05 -4.811191e-03 4.589528e-02 4.750428e-02 -2.027671e-02 -2.218485e-03 2.973451e-02 -9.527044e-03
X4 -3.209023e-02 7.476543e-04 -3.981293e-04 -1.420259e-02 -4.032204e-03 -1.954734e-02 4.705469e-04 -2.554399e-02
Dim.169 Dim.170 Dim.171 Dim.172 Dim.173 Dim.174 Dim.175 Dim.176
X0 8.852776e-03 -3.714100e-03 -4.071288e-02 -8.872734e-03 -2.788742e-02 -1.086924e-03 -5.372804e-03 4.711198e-03
X1 -4.074746e-03 -5.419250e-03 7.802033e-03 -2.034748e-02 2.329848e-02 3.191117e-03 -3.830565e-02 -5.748155e-03
X2 5.259161e-03 1.298763e-03 2.539670e-02 -1.487015e-02 -3.655338e-04 -1.654799e-02 1.329930e-02 3.372162e-02
X3 1.214442e-03 -1.364348e-02 9.038981e-03 -1.332317e-02 1.823050e-03 1.423161e-02 -1.093295e-02 -1.208624e-03
X4 -1.835931e-02 -6.134882e-03 -8.662479e-03 -4.189980e-03 -1.648797e-02 1.209577e-02 9.585143e-03 2.433753e-02
Dim.177 Dim.178 Dim.179 Dim.180 Dim.181 Dim.182 Dim.183 Dim.184
X0 -1.463225e-02 -8.078174e-03 6.774686e-03 -8.153023e-03 -9.603035e-04 2.059746e-02 2.563727e-02 -8.003101e-04
X1 -1.845049e-02 -1.553681e-03 -7.969613e-03 -1.517108e-02 1.209021e-02 3.497508e-02 4.323549e-03 2.061116e-03
X2 -2.668645e-04 1.377539e-03 1.516326e-03 1.388107e-02 8.863969e-03 2.751143e-03 -3.763578e-03 -4.420610e-03
X3 2.242630e-03 9.114740e-03 1.625871e-02 6.377211e-03 5.479972e-03 -1.265816e-02 5.832043e-03 -2.091686e-02
X4 -5.361145e-03 -5.337488e-03 3.981748e-03 9.360049e-03 1.236221e-02 -1.917530e-03 4.687138e-04 -6.132142e-03
Dim.185 Dim.186 Dim.187 Dim.188 Dim.189 Dim.190 Dim.191 Dim.192
X0 8.802097e-03 -2.277233e-03 -2.682672e-03 -2.020229e-03 4.245608e-03 6.685041e-03 -1.246705e-02 -3.651914e-03
X1 -5.329706e-03 2.255268e-02 2.822031e-03 -1.695793e-02 -1.409976e-02 -1.777791e-02 2.079708e-02 -9.326712e-03
X2 -1.187124e-02 -5.383033e-05 -1.388607e-02 4.773872e-03 6.617601e-03 -8.732867e-03 4.878360e-03 -3.117778e-03
X3 1.183302e-02 -4.277496e-03 1.912991e-02 2.049015e-02 6.541711e-03 -7.947403e-03 -2.649957e-03 1.890381e-02
X4 9.772022e-03 1.143349e-02 2.489172e-03 1.733178e-02 -1.209696e-02 5.999408e-03 -8.800462e-03 -9.649681e-03
Dim.193 Dim.194 Dim.195 Dim.196 Dim.197 Dim.198 Dim.199 Dim.200
X0 -1.995563e-03 -3.843081e-04 -6.413696e-03 7.422846e-03 7.719366e-03 1.352494e-02 9.937324e-03 2.592174e-03
X1 1.125258e-02 -3.305114e-02 -1.553850e-02 -5.937819e-03 -2.634547e-03 -4.245827e-02 6.379522e-03 -2.305444e-02
X2 5.468338e-03 -2.069686e-02 -2.394954e-02 2.120304e-03 1.327162e-02 4.361309e-03 3.186262e-03 -1.514264e-03
X3 4.828025e-03 -3.616545e-03 -1.008111e-02 9.271198e-03 -7.308603e-04 3.576039e-03 -3.357197e-03 2.297617e-02
X4 9.360137e-03 4.782822e-03 -1.263329e-02 3.713546e-03 -1.671131e-02 1.052566e-02 2.466441e-03 8.796886e-03
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